Zoom has been crashing, so we are now trying live streaming through Panopto/Blackboard. It's at the normal place you find the videos, i.e. https://blackboard.vuw.ac.nz/webapps/ppto-PanoptoCourseTool-BB5b274eb116928/Content.jsp?course_id=_109688_1

NB!!: During alert levels 3 and 4, the lectures are held live over Zoom only. The link is https://vuw.zoom.us/my/comp309 and the password to get in is comp309.

See COVID-19Levels for details on what happens at each alert level.

Wk Dates Topic Assessment Lecturer
1 5 July Introduction & Overview   Marcus
  Tuesday intro: Andrew pdf1 pptx1, lecture: Marcus L1-mf.pptx, L1-mf.pdf    
  Wednesday lecture: L2-mf.pptx, L2-mf.pdf    
  Thursday tutorial: python, jupyter, numpy, pandas, as a jupyter notebook    
2 12 July Models and Algorithms Assignment 1 out Marcus
  Tuesday lecture: L3-mf.pptx, L3-mf.pdf    
  Wednesday lecture: L4-mf.pptx, L4-mf.pdf    
  Thursday tutorial: 15072021171305-0001.jpg    
3 19 July Models and Algorithms   Marcus
  Tuesday lecture: L5-mf.pptx L5-mf.pdf    
  Wednesday lecture: L6-mf.pptx L6-mf.pdf    
  Thursday tutorial    
4 26 July The Data Mining Process   Qi
  Tuesday lecture: L7-Data Mining.pdf    
  Wednesday lecture: L8-CRISP-DM.pdf    
  Thursday tutorial: Week4-Tutorial.pdf    
5 2 August Exploratory Data Analysis (EDA) Assignment 1 in
Assignment 2 out
Qi
  Tuesday lecture: L9-Exploratory Data Analysis.pdf    
  Wednesday lecture: L10-EDA Tools.pdf    
  Thursday tutorial: Week5-Tutorial.pdf the jupyter notebook    
6 9 August Data Pre-processing Assignment 3 out Qi
  Tuesday lecture: L11-Data Preparation.pdf    
  Wednesday lecture: L12-Dimension Reduction.pdf    
  Thursday tutorial:the jupyter notebook      
MTB Lecture Break - Assignments continue Assignment 2 in  
7 30 August Data Pre-processing & Performance Evaluation   Qi
  Tuesday lecture: L13-Feature Transformation and Construction.pdf    
  Wednesday lecture: L14-Data Imputation.pdf    
  Thursday tutorial:the jupyter notebook    
8 6 September Performance Evaluation Assignment 3 in Qi
  Tuesday lecture: L15-L16-Performance Metrics.pdf    
  Wednesday lecture    
  Thursday tutorial:Week8_tutorial_jupyter notebook    
9 13 September Optimisation Assignment 4 out Marcus
  Tuesday lecture : Optimisation    
  Wednesday lecture : Gradient Descent    
  Thursday tutorial : PyTorch and AutoGrad : week9_tutorial_torch.ipynb    
10 20 September Deep Learning (1) Project out Marcus
  Tuesday lecture : Neural Nets    
  Wednesday lecture : Tensors and Autograd    
  Thursday tutorial : Building a neural network from scratch    
11 27 September Deep Learning (2) Assignment 4 in Marcus
  Tuesday lecture : week11-L1-DeepNN.pptx    
  Wednesday lecture : Convolutional nets    
  Thursday tutorial: we will walk through PyTorch's CNN tutorial (nb: "open in colab" icon)
and, if time, perhaps this fantastic notebook
   
12 4 October Reality Check   Andrew
  Tuesday lecture: Ethics/Reality Check pdf pptx    
  Wednesday lecture: Explainable AI/Future Study pdf pptx    
  Thursday tutorial: Project/Kaggle Post-mortem pdf pptx    
Assessment Period In-person and Zoom marking Project in  

Topic attachments
I Attachment Action Size Date Who Comment
Comp309_2021_EDA.ipynbipynb Comp309_2021_EDA.ipynb manage 760 K 05 Aug 2021 - 14:08 Main.chenqi1  
Data Preparation-Tutorial.ipynbipynb Data Preparation-Tutorial.ipynb manage 44 K 12 Aug 2021 - 14:48 Main.chenqi1  
L10-EDATools.pdfpdf L10-EDATools.pdf manage 4 MB 04 Aug 2021 - 13:36 Main.chenqi1  
L11-DataPreparation.pdfpdf L11-DataPreparation.pdf manage 2 MB 10 Aug 2021 - 23:35 Main.chenqi1  
L12-DR.pdfpdf L12-DR.pdf manage 2 MB 11 Aug 2021 - 14:30 Main.chenqi1  
L13-FTFC.pdfpdf L13-FTFC.pdf manage 3 MB 31 Aug 2021 - 13:54 Main.chenqi1  
L14-DataImputation.pdfpdf L14-DataImputation.pdf manage 1 MB 01 Sep 2021 - 12:35 Main.chenqi1  
L15-16-Performance.pdfpdf L15-16-Performance.pdf manage 2 MB 18 Sep 2021 - 13:25 Main.chenqi1  
L7-DataMining.pdfpdf L7-DataMining.pdf manage 1 MB 27 Jul 2021 - 22:55 Main.chenqi1  
L8-CRISPDM.pdfpdf L8-CRISPDM.pdf manage 908 K 28 Jul 2021 - 14:15 Main.chenqi1  
L9-EDA.pdfpdf L9-EDA.pdf manage 6 MB 04 Aug 2021 - 12:55 Main.chenqi1  
L9-L10-EDA.pdfpdf L9-L10-EDA.pdf manage 6 MB 03 Aug 2021 - 23:15 Main.chenqi1  
T5-comp309_6.pdfpdf T5-comp309_6.pdf manage 716 K 05 Aug 2021 - 14:08 Main.chenqi1  
Week 4-Tutorial.pdfpdf Week 4-Tutorial.pdf manage 1 MB 29 Jul 2021 - 11:12 Main.chenqi1  
Week4-Tutorial.pdfpdf Week4-Tutorial.pdf manage 1 MB 29 Jul 2021 - 13:01 Main.chenqi1  
Week7_Tutorial_FCDI.ipynbipynb Week7_Tutorial_FCDI.ipynb manage 151 K 03 Sep 2021 - 10:19 Main.chenqi1  
Week8_Tutorial_ImputationandPerformanceMetrics.ipynbipynb Week8_Tutorial_ImputationandPerformanceMetrics.ipynb manage 85 K 09 Sep 2021 - 14:18 Main.chenqi1